Suppr超能文献

[单细胞Hi-C数据分析的方法与应用进展]

[Advances in methods and applications of single-cell Hi-C data analysis].

作者信息

Gong Haiyan, Ma Fuqiang, Zhang Xiaotong

机构信息

Institute for Advanced Materials and Technology, University of Science and Technology Beijing, Beijing 100083, P. R. China.

School of Computer and Communication Engineering, University of Science and Technology Beijing, Beijing 100083, P. R. China.

出版信息

Sheng Wu Yi Xue Gong Cheng Xue Za Zhi. 2023 Oct 25;40(5):1033-1039. doi: 10.7507/1001-5515.202303046.

Abstract

Chromatin three-dimensional genome structure plays a key role in cell function and gene regulation. Single-cell Hi-C techniques can capture genomic structure information at the cellular level, which provides an opportunity to study changes in genomic structure between different cell types. Recently, some excellent computational methods have been developed for single-cell Hi-C data analysis. In this paper, the available methods for single-cell Hi-C data analysis were first reviewed, including preprocessing of single-cell Hi-C data, multi-scale structure recognition based on single-cell Hi-C data, bulk-like Hi-C contact matrix generation based on single-cell Hi-C data sets, pseudo-time series analysis, and cell classification. Then the application of single-cell Hi-C data in cell differentiation and structural variation was described. Finally, the future development direction of single-cell Hi-C data analysis was also prospected.

摘要

染色质三维基因组结构在细胞功能和基因调控中起关键作用。单细胞Hi-C技术能够在细胞水平捕获基因组结构信息,这为研究不同细胞类型之间基因组结构的变化提供了契机。最近,已经开发出了一些用于单细胞Hi-C数据分析的优秀计算方法。本文首先综述了单细胞Hi-C数据分析的现有方法,包括单细胞Hi-C数据的预处理、基于单细胞Hi-C数据的多尺度结构识别、基于单细胞Hi-C数据集生成类似批量Hi-C的接触矩阵、伪时间序列分析和细胞分类。然后描述了单细胞Hi-C数据在细胞分化和结构变异中的应用。最后,还展望了单细胞Hi-C数据分析的未来发展方向。

相似文献

1
[Advances in methods and applications of single-cell Hi-C data analysis].[单细胞Hi-C数据分析的方法与应用进展]
Sheng Wu Yi Xue Gong Cheng Xue Za Zhi. 2023 Oct 25;40(5):1033-1039. doi: 10.7507/1001-5515.202303046.
2

引用本文的文献

1
Advancements and future directions in single-cell Hi-C based 3D chromatin modeling.基于单细胞Hi-C的三维染色质建模的进展与未来方向。
Comput Struct Biotechnol J. 2024 Oct 3;23:3549-3558. doi: 10.1016/j.csbj.2024.09.026. eCollection 2024 Dec.

本文引用的文献

5
Comparison and critical assessment of single-cell Hi-C protocols.单细胞Hi-C实验方案的比较与批判性评估
Heliyon. 2022 Oct 12;8(10):e11023. doi: 10.1016/j.heliyon.2022.e11023. eCollection 2022 Oct.

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验